Toloka vs Veeva Systems
Relationship
Tendem and Veeva Falcon MLR do comparable work on marketing content; Toloka's scale not recorded.
Assembled from the recorded fields for this pair, not hand-checked. The comparison below is read from each company’s own profile.
3 of 11 capabilities — Shares agent orchestration, marketing content and workflow automation.
Ludbee capability tags · from the product recordsShared product type — Both ship AI agent.
Ludbee product recordsAligned comparison
Capability overlap
Shared · 3
Not verified for Veeva Systems · 8
Recorded for Toloka. Veeva Systems’s product records say nothing either way — a missing record is not a missing capability.
Not verified for Toloka · 7
Recorded for Veeva Systems. Toloka’s product records say nothing either way — a missing record is not a missing capability.
Products, side by side
Algorithmic pairing — assembled from recorded fields, not hand-checked
Toloka
AI agent
A hybrid AI-plus-human agent that takes a delegated task - research, data analysis, copywriting, design or development - has AI do the first pass, then routes it to one of 10,000+ vetted experts for verification and multi-layer QA, returning results in 2-24 hours.
Veeva Systems
AI agent
Agentic labor platform providing standard biopharma AI agents that execute end-to-end clinical, regulatory and safety processes such as TMF intake and QC, health authority correspondence, and safety case triage.
Agentic medical, legal and regulatory review product that automatically checks promotional content for compliance across markets, anchors claims to references, and connects into the Veeva PromoMats review workflow.
No counterpart
Toloka sells these in a stack layer with no product recorded for Veeva Systems yet — nothing on the other side to compare them against.
Platform
An independent evaluation platform that ranks frontier LLMs on agentic tool-use tasks using private, non-contaminated benchmarks across industry domains, scored on a pass^5 reliability metric, with the underlying RL Gyms and evaluation datasets available to license.
A self-serve service that lowers per-request inference cost through two tools - fine-tuning LoRA adapters on frozen Qwen3 base models to replace a frontier API on a narrow task, and prompt gisting that compresses long instruction prefixes into learned tokens.
Data service
Toloka's catalogue of ready-made training datasets sold outright — three named at the time of writing (Tau-bench Dataset Extension, University-level Math Reasoning, Multimodal Conversations) — as distinct from the custom data work its Platform sells.
Human-in-the-loop data programs -- demonstrations, annotation and evaluation -- for training robotics and physical AI systems.
A self-serve platform where an AI agent turns a described data goal into a full human-annotation pipeline - RLHF and preference data, data collection, instruction tuning, model evaluation, synthetic-data validation and content-moderation QA - with LLM-based quality checks on the output.
Veeva Systems sells these in a stack layer with no product recorded for Toloka yet — nothing on the other side to compare them against.
Application
An embedded suite of AI agents for Veeva Vault PromoMats, including a Quick Check Agent for automated document quality checks and a conversational Content Agent that guides reviewers, plus configurable custom agents.
Conversational AI brand engagement platform for life sciences that answers patient and HCP questions on brand sites and over email using MLR-approved content, and captures the resulting engagement as commercial evidence.
Agent platform
Agentic layer across Veeva's Vault platform, with industry-specific agents that reach a life-sciences customer's regulated documents, CRM records and workflows directly rather than through an export.